A new incremental constraint projection method for solving monotone variational inequalities

被引:7
|
作者
Xia, F. Q. [1 ]
Ansari, Q. H. [2 ,3 ]
Yao, J. C. [4 ]
机构
[1] Sichuan Normal Univ, Dept Math, Chengdu 610066, Sichuan, Peoples R China
[2] Aligarh Muslim Univ, Dept Math, Aligarh, Uttar Pradesh, India
[3] King Fahd Univ Petr & Minerals, Dept Math & Stat, Dhahran, Saudi Arabia
[4] China Med Univ, Ctr Gen Educ, Taichung 40402, Taiwan
来源
OPTIMIZATION METHODS & SOFTWARE | 2017年 / 32卷 / 03期
基金
中国国家自然科学基金;
关键词
Random variables; random projection algorithm; cyclic projection algorithm; monotone plus mappings; variational inequalities; ALGORITHM; OPERATORS;
D O I
10.1080/10556788.2016.1217210
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper, we propose a new incremental constraint projection algorithm for solving variational inequalities, where the underlying function is monotone plus and Lipschitz continuous. The algorithm consists two steps. In the first step, we compute a predictor point. This procedure requires a single random projection onto some set Xwi and employs an Armijo-type linesearch along a feasible direction. Then in the second step an iterate is obtained as the random projection of some point onto the set Xwi which we have used in the first step. The incremental constraint projection algorithm is considered for random selection and for cyclic selection of the samples wi. Accordingly, this algorithm is named random projection algorithm and cyclic projection algorithm. The method is shown to be globally convergent to a solution of the variational inequality problem in almost sure sense both random projection method and cyclic projection method. We provide some computational experiments and compare the efficiency of random projection method and cyclic projection method with some known algorithms.
引用
收藏
页码:470 / 502
页数:33
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